A simulation study finds GARCH-Jump volatility plus Weibull stochastic correlation plus Ornstein-Uhlenbeck exchange rates performs best among 180 model combinations for multi-strike quanto call pricing.
On smile properties of volatility derivatives and exotic products: understanding the VIX skew
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abstract
We develop a method to study the implied volatility for exotic options and volatility derivatives with European payoffs such as VIX options. Our approach, based on Malliavin calculus techniques, allows us to describe the properties of the at-the-money implied volatility (ATMI) in terms of the Malliavin derivatives of the underlying process. More precisely, we study the short-time behaviour of the ATMI level and skew. As an application, we describe the short-term behavior of the ATMI of VIX and realized variance options in terms of the Hurst parameter of the model, and most importantly we describe the class of volatility processes that generate a positive skew for the VIX implied volatility. In addition, we find that our ATMI asymptotic formulae perform very well even for large maturities. Several numerical examples are provided to support our theoretical results.
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Pricing Multi-strike Quanto Call Options on Multiple Assets with Stochastic Volatility, Correlation, and Exchange Rates
A simulation study finds GARCH-Jump volatility plus Weibull stochastic correlation plus Ornstein-Uhlenbeck exchange rates performs best among 180 model combinations for multi-strike quanto call pricing.